Análisis Eploratorio de Data: RappiPay

Dataset statistics

Number of variables	31
Number of observations	284807
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	773
Duplicate rows (%)	0.3%
Total size in memory	67.4 MiB
Average record size in memory	248.0 B

Variable types

Numeric	30
Categorical	1

Warnings

Dataset has 773 (0.3%) duplicate rows	Duplicates
`v2` is highly correlated with `amount`	High correlation
`amount` is highly correlated with `v2`	High correlation
`v2` is highly correlated with `amount`	High correlation
`v21` is highly correlated with `v22`	High correlation
`v22` is highly correlated with `v21`	High correlation
`amount` is highly correlated with `v2`	High correlation
`v21` is highly correlated with `v22`	High correlation
`v22` is highly correlated with `v21`	High correlation
`v7` is highly correlated with `v27` and 14 other fields	High correlation
`v1` is highly correlated with `v16` and 9 other fields	High correlation
`v27` is highly correlated with `v7` and 11 other fields	High correlation
`v16` is highly correlated with `v7` and 20 other fields	High correlation
`v5` is highly correlated with `v7` and 10 other fields	High correlation
`v20` is highly correlated with `v7` and 15 other fields	High correlation
`v13` is highly correlated with `v7` and 13 other fields	High correlation
`amount` is highly correlated with `v7` and 13 other fields	High correlation
`v22` is highly correlated with `v13` and 6 other fields	High correlation
`v17` is highly correlated with `v16` and 9 other fields	High correlation
`v6` is highly correlated with `v7` and 9 other fields	High correlation
`v28` is highly correlated with `v7` and 12 other fields	High correlation
`v14` is highly correlated with `v16` and 11 other fields	High correlation
`v4` is highly correlated with `v7` and 17 other fields	High correlation
`v3` is highly correlated with `v7` and 16 other fields	High correlation
`v11` is highly correlated with `v16` and 8 other fields	High correlation
`v23` is highly correlated with `v1` and 2 other fields	High correlation
`v25` is highly correlated with `v1` and 8 other fields	High correlation
`v12` is highly correlated with `v16` and 13 other fields	High correlation
`v18` is highly correlated with `v7` and 9 other fields	High correlation
`v2` is highly correlated with `v7` and 15 other fields	High correlation
`class` is highly correlated with `v16` and 7 other fields	High correlation
`v8` is highly correlated with `v16` and 7 other fields	High correlation
`v10` is highly correlated with `v7` and 15 other fields	High correlation
`v19` is highly correlated with `v20` and 6 other fields	High correlation
`v15` is highly correlated with `v7` and 10 other fields	High correlation
`v21` is highly correlated with `v13` and 4 other fields	High correlation
`v26` is highly correlated with `v20` and 7 other fields	High correlation
`v9` is highly correlated with `v7` and 13 other fields	High correlation

Reproduction

Analysis started	2021-05-13 19:27:11.677778
Analysis finished	2021-05-13 19:30:46.047817
Duration	3 minutes and 34.37 seconds
Software version	pandas-profiling v3.0.0
Download configuration	config.json

time
Real number (ℝ_≥0)

Distinct	124592
Distinct (%)	43.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	94813.85958

Minimum	0
Maximum	172792
Zeros	2
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	2.2 MiB

Quantile statistics

Minimum	0
5-th percentile	25297.6
Q1	54201.5
median	84692
Q3	139320.5
95-th percentile	164143.4
Maximum	172792
Range	172792
Interquartile range (IQR)	85119

Descriptive statistics

Standard deviation	47488.14595
Coefficient of variation (CV)	0.5008565854
Kurtosis	-1.293530051
Mean	94813.85958
Median Absolute Deviation (MAD)	42666
Skewness	-0.03556761801
Sum	2.70036509 × 10¹⁰
Variance	2255124006
Monotonicity	Increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
163152	36	< 0.1%
64947	26	< 0.1%
68780	25	< 0.1%
3767	21	< 0.1%
3770	20	< 0.1%
128860	19	< 0.1%
19912	19	< 0.1%
3750	19	< 0.1%
140347	19	< 0.1%
143083	18	< 0.1%
Other values (124582)	284585	99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	2	< 0.1%
1	2	< 0.1%
2	2	< 0.1%
4	1	< 0.1%
7	2	< 0.1%
9	1	< 0.1%
10	3	< 0.1%
11	1	< 0.1%
12	3	< 0.1%
13	1	< 0.1%

Value	Count	Frequency (%)
172792	1	< 0.1%
172788	2	< 0.1%
172787	1	< 0.1%
172786	1	< 0.1%
172785	1	< 0.1%
172784	1	< 0.1%
172783	1	< 0.1%
172782	2	< 0.1%
172780	1	< 0.1%
172778	1	< 0.1%

v1
Real number (ℝ)

HIGH CORRELATION

Distinct	275663
Distinct (%)	96.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.17136877 × 10^-15

Minimum	-56.40750963
Maximum	2.454929991
Zeros	0
Zeros (%)	0.0%
Negative	141456
Negative (%)	49.7%
Memory size	2.2 MiB

Quantile statistics

Minimum	-56.40750963
5-th percentile	-2.89914677
Q1	-0.9203733844
median	0.01810879916
Q3	1.315641694
95-th percentile	2.081223059
Maximum	2.454929991
Range	58.86243962
Interquartile range (IQR)	2.236015078

Descriptive statistics

Standard deviation	1.958695804
Coefficient of variation (CV)	1.672142756 × 10¹⁵
Kurtosis	32.48667949
Mean	1.17136877 × 10^-15
Median Absolute Deviation (MAD)	1.194685356
Skewness	-3.280667303
Sum	3.336140253 × 10^-10
Variance	3.836489252
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2.055797006	77	< 0.1%
1.245673819	77	< 0.1%
2.053311214	62	< 0.1%
1.302377965	60	< 0.1%
2.040211058	53	< 0.1%
2.085174876	48	< 0.1%
1.332849312	45	< 0.1%
1.01841182	40	< 0.1%
1.335053154	39	< 0.1%
-0.30252069	36	< 0.1%
Other values (275653)	284270	99.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-56.40750963	1	< 0.1%
-46.8550472	1	< 0.1%
-41.92873752	1	< 0.1%
-40.47014184	1	< 0.1%
-40.0425375	1	< 0.1%
-37.55806711	1	< 0.1%
-37.05429492	1	< 0.1%
-36.80231991	1	< 0.1%
-36.51058317	1	< 0.1%
-35.90510491	1	< 0.1%

Value	Count	Frequency (%)
2.454929991	1	< 0.1%
2.45188849	1	< 0.1%
2.446504985	1	< 0.1%
2.439207481	1	< 0.1%
2.430506781	1	< 0.1%
2.422507732	1	< 0.1%
2.420346134	1	< 0.1%
2.420063784	1	< 0.1%
2.418801755	1	< 0.1%
2.41826698	1	< 0.1%

v2
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	275663
Distinct (%)	96.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.353040609 × 10^-16

Minimum	-72.71572756
Maximum	22.05772899
Zeros	0
Zeros (%)	0.0%
Negative	134218
Negative (%)	47.1%
Memory size	2.2 MiB

Quantile statistics

Minimum	-72.71572756
5-th percentile	-1.971975144
Q1	-0.5985499135
median	0.0654855564
Q3	0.8037238712
95-th percentile	1.808584754
Maximum	22.05772899
Range	94.77345655
Interquartile range (IQR)	1.402273785

Descriptive statistics

Standard deviation	1.651308579
Coefficient of variation (CV)	4.924809365 × 10¹⁵
Kurtosis	95.77310596
Mean	3.353040609 × 10^-16
Median Absolute Deviation (MAD)	0.7027505483
Skewness	-4.624865573
Sum	9.549694369 × 10^-11
Variance	2.726820025
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.3266677731	77	< 0.1%
0.1669750195	77	< 0.1%
0.08973464782	62	< 0.1%
-0.6065293082	60	< 0.1%
-0.1469749748	53	< 0.1%
0.3930505777	48	< 0.1%
0.3891982492	45	< 0.1%
1.036663009	40	< 0.1%
0.3314640264	39	< 0.1%
0.4474736062	36	< 0.1%
Other values (275653)	284270	99.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-72.71572756	1	< 0.1%
-63.34469832	1	< 0.1%
-60.46461766	1	< 0.1%
-50.38326913	1	< 0.1%
-48.06085602	1	< 0.1%
-47.42967628	1	< 0.1%
-45.60797256	1	< 0.1%
-44.63924472	1	< 0.1%
-42.17268752	1	< 0.1%
-40.97885223	1	< 0.1%

Value	Count	Frequency (%)
22.05772899	1	< 0.1%
21.46720299	1	< 0.1%
19.16723901	1	< 0.1%
18.90245284	1	< 0.1%
18.18362646	1	< 0.1%
17.93055045	1	< 0.1%
17.41864877	1	< 0.1%
16.71338924	1	< 0.1%
16.69783169	1	< 0.1%
16.4974719	4	< 0.1%

v3
Real number (ℝ)

HIGH CORRELATION

Distinct	275663
Distinct (%)	96.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-1.373149964 × 10^-15

Minimum	-48.32558936
Maximum	9.382558433
Zeros	0
Zeros (%)	0.0%
Negative	128163
Negative (%)	45.0%
Memory size	2.2 MiB

Quantile statistics

Minimum	-48.32558936
5-th percentile	-2.389740464
Q1	-0.8903648382
median	0.1798463436
Q3	1.027195542
95-th percentile	2.062635143
Maximum	9.382558433
Range	57.7081478
Interquartile range (IQR)	1.917560381

Descriptive statistics

Standard deviation	1.516255005
Coefficient of variation (CV)	-1.104216615 × 10¹⁵
Kurtosis	26.61955081
Mean	-1.373149964 × 10^-15
Median Absolute Deviation (MAD)	0.9356346492
Skewness	-2.24015544
Sum	-3.910827218 × 10^-10
Variance	2.299029241
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.4883057426	77	< 0.1%
-2.752040956	77	< 0.1%
-1.681835669	62	< 0.1%
-0.6819861929	60	< 0.1%
-2.955933665	53	< 0.1%
-4.508200532	48	< 0.1%
-2.165596605	45	< 0.1%
-1.689813707	40	< 0.1%
-2.057762777	39	< 0.1%
-1.089984306	36	< 0.1%
Other values (275653)	284270	99.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-48.32558936	1	< 0.1%
-33.68098402	1	< 0.1%
-32.96534576	1	< 0.1%
-32.45419819	1	< 0.1%
-31.81358595	1	< 0.1%
-31.10368482	1	< 0.1%
-30.55869682	1	< 0.1%
-30.17731746	4	< 0.1%
-30.01371249	1	< 0.1%
-29.46873209	1	< 0.1%

Value	Count	Frequency (%)
9.382558433	1	< 0.1%
4.22610848	1	< 0.1%
4.187810599	1	< 0.1%
4.101716178	1	< 0.1%
4.079167812	1	< 0.1%
4.069864781	1	< 0.1%
4.040465001	1	< 0.1%
4.029428319	1	< 0.1%
4.017561418	1	< 0.1%
3.985446047	1	< 0.1%

v4
Real number (ℝ)

HIGH CORRELATION

Distinct	275663
Distinct (%)	96.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.100041267 × 10^-15

Minimum	-5.683171198
Maximum	16.87534403
Zeros	0
Zeros (%)	0.0%
Negative	144105
Negative (%)	50.6%
Memory size	2.2 MiB

Quantile statistics

Minimum	-5.683171198
5-th percentile	-2.195682822
Q1	-0.8486401163
median	-0.01984652948
Q3	0.7433412895
95-th percentile	2.566500656
Maximum	16.87534403
Range	22.55851523
Interquartile range (IQR)	1.591981406

Descriptive statistics

Standard deviation	1.415868575
Coefficient of variation (CV)	6.742098819 × 10¹⁴
Kurtosis	2.635454915
Mean	2.100041267 × 10^-15
Median Absolute Deviation (MAD)	0.799908963
Skewness	0.676292098
Sum	5.981064533 × 10^-10
Variance	2.004683822
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.8423160333	77	< 0.1%
0.6353219207	77	< 0.1%
0.4542119602	62	< 0.1%
-1.904603396	60	< 0.1%
-0.5783559789	53	< 0.1%
-0.3117706833	48	< 0.1%
-0.3068726238	45	< 0.1%
1.315475833	40	< 0.1%
-0.3461753553	39	< 0.1%
-0.5570873884	36	< 0.1%
Other values (275653)	284270	99.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-5.683171198	1	< 0.1%
-5.600607141	1	< 0.1%
-5.560117581	1	< 0.1%
-5.519697123	1	< 0.1%
-5.416315392	1	< 0.1%
-5.40167758	1	< 0.1%
-5.266508626	1	< 0.1%
-5.26306793	1	< 0.1%
-5.251491643	1	< 0.1%
-5.231827865	1	< 0.1%

Value	Count	Frequency (%)
16.87534403	1	< 0.1%
16.71553737	1	< 0.1%
16.49121717	1	< 0.1%
15.30418399	1	< 0.1%
13.1436681	1	< 0.1%
13.12914336	1	< 0.1%
12.69954199	1	< 0.1%
12.67275992	1	< 0.1%
12.15501612	1	< 0.1%
12.13232308	1	< 0.1%

v5
Real number (ℝ)

HIGH CORRELATION

Distinct	275663
Distinct (%)	96.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	9.604066317 × 10^-16

Minimum	-113.7433067
Maximum	34.80166588
Zeros	0
Zeros (%)	0.0%
Negative	148928
Negative (%)	52.3%
Memory size	2.2 MiB

Quantile statistics

Minimum	-113.7433067
5-th percentile	-1.702021455
Q1	-0.6915970709
median	-0.05433582674
Q3	0.6119264397
95-th percentile	2.098959675
Maximum	34.80166588
Range	148.5449726
Interquartile range (IQR)	1.303523511

Descriptive statistics

Standard deviation	1.380246734
Coefficient of variation (CV)	1.437148275 × 10¹⁵
Kurtosis	206.90456
Mean	9.604066317 × 10^-16
Median Absolute Deviation (MAD)	0.6515305545
Skewness	-2.425901496
Sum	2.735305316 × 10^-10
Variance	1.905081047
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.5627766808	77	< 0.1%
2.46307226	77	< 0.1%
0.2983103715	62	< 0.1%
1.326623107	60	< 0.1%
2.609358271	53	< 0.1%
3.510116942	48	< 0.1%
2.641351251	45	< 0.1%
1.698436056	40	< 0.1%
2.583233822	39	< 0.1%
2.705041053	36	< 0.1%
Other values (275653)	284270	99.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-113.7433067	1	< 0.1%
-42.14789837	1	< 0.1%
-40.4277263	1	< 0.1%
-35.18212031	1	< 0.1%
-32.092129	1	< 0.1%
-31.3567501	1	< 0.1%
-29.73059986	1	< 0.1%
-28.81557695	1	< 0.1%
-28.36378524	1	< 0.1%
-27.75296366	1	< 0.1%

Value	Count	Frequency (%)
34.80166588	1	< 0.1%
34.09930934	1	< 0.1%
32.9114617	1	< 0.1%
31.45704605	1	< 0.1%
29.16217202	1	< 0.1%
29.01612354	1	< 0.1%
28.76267129	1	< 0.1%
28.51651308	1	< 0.1%
26.64769652	1	< 0.1%
25.60407727	1	< 0.1%

v6
Real number (ℝ)

HIGH CORRELATION

Distinct	275663
Distinct (%)	96.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.496893129 × 10^-15

Minimum	-26.16050594
Maximum	73.30162555
Zeros	0
Zeros (%)	0.0%
Negative	176633
Negative (%)	62.0%
Memory size	2.2 MiB

Quantile statistics

Minimum	-26.16050594
5-th percentile	-1.406757262
Q1	-0.7682956085
median	-0.2741870765
Q3	0.3985648964
95-th percentile	3.160381696
Maximum	73.30162555
Range	99.46213148
Interquartile range (IQR)	1.166860505

Descriptive statistics

Standard deviation	1.33227109
Coefficient of variation (CV)	8.900241866 × 10¹⁴
Kurtosis	42.64249396
Mean	1.496893129 × 10^-15
Median Absolute Deviation (MAD)	0.5596280307
Skewness	1.826580665
Sum	4.263256415 × 10^-10
Variance	1.774946257
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-1.011072616	77	< 0.1%
3.173856423	77	< 0.1%
-0.9535260864	62	< 0.1%
3.436312447	60	< 0.1%
3.142641531	53	< 0.1%
2.45329922	48	< 0.1%
2.808083764	45	< 0.1%
0.528806549	40	< 0.1%
2.854101997	39	< 0.1%
2.762439585	36	< 0.1%
Other values (275653)	284270	99.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-26.16050594	1	< 0.1%
-23.49671393	1	< 0.1%
-21.92931229	1	< 0.1%
-21.24875162	1	< 0.1%
-20.86962619	1	< 0.1%
-20.36783638	1	< 0.1%
-20.05461547	1	< 0.1%
-19.99634854	1	< 0.1%
-17.92727412	1	< 0.1%
-17.57483526	1	< 0.1%

Value	Count	Frequency (%)
73.30162555	1	< 0.1%
23.91783713	1	< 0.1%
22.52929847	1	< 0.1%
21.55049619	1	< 0.1%
21.39306876	1	< 0.1%
21.30773787	1	< 0.1%
21.1901941	1	< 0.1%
20.37952437	1	< 0.1%
18.07203126	1	< 0.1%
17.0199344	1	< 0.1%

v7
Real number (ℝ)

HIGH CORRELATION

Distinct	275663
Distinct (%)	96.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-5.592392731 × 10^-16

Minimum	-43.55724157
Maximum	120.5894939
Zeros	0
Zeros (%)	0.0%
Negative	135852
Negative (%)	47.7%
Memory size	2.2 MiB

Quantile statistics

Minimum	-43.55724157
5-th percentile	-1.434423044
Q1	-0.554075879
median	0.04010308279
Q3	0.5704360729
95-th percentile	1.407632108
Maximum	120.5894939
Range	164.1467355
Interquartile range (IQR)	1.124511952

Descriptive statistics

Standard deviation	1.237093598
Coefficient of variation (CV)	-2.212100719 × 10¹⁵
Kurtosis	405.607417
Mean	-5.592392731 × 10^-16
Median Absolute Deviation (MAD)	0.5618646068
Skewness	2.553907417
Sum	-1.592752596 × 10^-10
Variance	1.530400571
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.01495266147	77	< 0.1%
-0.432125924	77	< 0.1%
0.1520025453	62	< 0.1%
-1.145126827	60	< 0.1%
-0.4168828412	53	< 0.1%
0.220468581	48	< 0.1%
-0.1716266361	45	< 0.1%
0.3317145024	40	< 0.1%
-0.1875473373	39	< 0.1%
0.5938465551	36	< 0.1%
Other values (275653)	284270	99.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-43.55724157	1	< 0.1%
-41.50679608	1	< 0.1%
-37.06031146	1	< 0.1%
-33.23932817	1	< 0.1%
-31.76494649	1	< 0.1%
-31.19732855	4	< 0.1%
-28.21511205	1	< 0.1%
-28.01129291	1	< 0.1%
-26.54814377	1	< 0.1%
-24.41948294	1	< 0.1%

Value	Count	Frequency (%)
120.5894939	1	< 0.1%
44.05446136	1	< 0.1%
36.87736827	1	< 0.1%
36.67726795	1	< 0.1%
34.30317686	1	< 0.1%
31.52724367	1	< 0.1%
30.8976664	1	< 0.1%
29.20586818	1	< 0.1%
28.50406537	1	< 0.1%
28.23952821	1	< 0.1%

v8
Real number (ℝ)

HIGH CORRELATION

Distinct	275663
Distinct (%)	96.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.177555928 × 10^-16

Minimum	-73.21671846
Maximum	20.00720837
Zeros	0
Zeros (%)	0.0%
Negative	135521
Negative (%)	47.6%
Memory size	2.2 MiB

Quantile statistics

Minimum	-73.21671846
5-th percentile	-0.8421468734
Q1	-0.208629744
median	0.02235803644
Q3	0.3273458619
95-th percentile	1.049984294
Maximum	20.00720837
Range	93.22392682
Interquartile range (IQR)	0.535975606

Descriptive statistics

Standard deviation	1.194352903
Coefficient of variation (CV)	1.014264269 × 10¹⁶
Kurtosis	220.5869736
Mean	1.177555928 × 10^-16
Median Absolute Deviation (MAD)	0.2589625368
Skewness	-8.521944195
Sum	3.353761713 × 10^-11
Variance	1.426478856
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.7277062007	77	< 0.1%
-0.1602108633	77	< 0.1%
-0.2070713797	62	< 0.1%
0.9591472621	60	< 0.1%
0.7843929483	53	< 0.1%
0.5433768006	48	< 0.1%
0.6833517336	45	< 0.1%
0.3645387616	40	< 0.1%
0.6851537704	39	< 0.1%
0.8082500984	36	< 0.1%
Other values (275653)	284270	99.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-73.21671846	1	< 0.1%
-50.94336887	1	< 0.1%
-50.68841936	1	< 0.1%
-50.42009006	1	< 0.1%
-41.48482251	1	< 0.1%
-41.04426092	1	< 0.1%
-39.68857108	1	< 0.1%
-39.26737777	1	< 0.1%
-38.98726274	1	< 0.1%
-38.75152521	1	< 0.1%

Value	Count	Frequency (%)
20.00720837	1	< 0.1%
19.58777262	1	< 0.1%
19.16832739	1	< 0.1%
18.74887195	1	< 0.1%
18.70925454	1	< 0.1%
18.32940553	1	< 0.1%
18.28216761	1	< 0.1%
17.94136306	1	< 0.1%
17.90357438	1	< 0.1%
17.57371241	1	< 0.1%

v9
Real number (ℝ)

HIGH CORRELATION

Distinct	275663
Distinct (%)	96.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-2.405507259 × 10^-15

Minimum	-13.43406632
Maximum	15.59499461
Zeros	0
Zeros (%)	0.0%
Negative	149455
Negative (%)	52.5%
Memory size	2.2 MiB

Quantile statistics

Minimum	-13.43406632
5-th percentile	-1.758426018
Q1	-0.6430975703
median	-0.05142873155
Q3	0.5971390303
95-th percentile	1.78078263
Maximum	15.59499461
Range	29.02906093
Interquartile range (IQR)	1.240236601

Descriptive statistics

Standard deviation	1.098632089
Coefficient of variation (CV)	-4.567153499 × 10¹⁴
Kurtosis	3.731310614
Mean	-2.405507259 × 10^-15
Median Absolute Deviation (MAD)	0.6202699443
Skewness	0.5546797719
Sum	-6.851053058 × 10^-10
Variance	1.206992467
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.6086058703	77	< 0.1%
0.1703618522	77	< 0.1%
0.5873352664	62	< 0.1%
1.671301564	60	< 0.1%
0.3599023789	53	< 0.1%
-0.1004339049	48	< 0.1%
-0.2979620013	45	< 0.1%
-0.7117979388	40	< 0.1%
-0.2866140686	39	< 0.1%
0.6977195955	36	< 0.1%
Other values (275653)	284270	99.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-13.43406632	1	< 0.1%
-13.32015469	1	< 0.1%
-11.12662352	1	< 0.1%
-10.84252587	1	< 0.1%
-9.481456334	1	< 0.1%
-9.462572605	4	< 0.1%
-9.283924512	1	< 0.1%
-8.9609217	1	< 0.1%
-8.739670371	1	< 0.1%
-8.630390306	1	< 0.1%

Value	Count	Frequency (%)
15.59499461	1	< 0.1%
10.39288882	1	< 0.1%
10.37065798	1	< 0.1%
10.3484067	1	< 0.1%
10.32613305	1	< 0.1%
10.31397373	1	< 0.1%
9.272375626	1	< 0.1%
9.234623452	1	< 0.1%
9.213022586	1	< 0.1%
9.125534903	1	< 0.1%

v10
Real number (ℝ)

HIGH CORRELATION

Distinct	275663
Distinct (%)	96.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.237955021 × 10^-15

Minimum	-24.58826244
Maximum	23.74513612
Zeros	0
Zeros (%)	0.0%
Negative	159922
Negative (%)	56.2%
Memory size	2.2 MiB

Quantile statistics

Minimum	-24.58826244
5-th percentile	-1.338635689
Q1	-0.5354257265
median	-0.0929173836
Q3	0.4539234451
95-th percentile	1.548557436
Maximum	23.74513612
Range	48.33339856
Interquartile range (IQR)	0.9893491716

Descriptive statistics

Standard deviation	1.088849765
Coefficient of variation (CV)	4.865378237 × 10¹⁴
Kurtosis	31.98823878
Mean	2.237955021 × 10^-15
Median Absolute Deviation (MAD)	0.4800825268
Skewness	1.18714059
Sum	6.373852557 × 10^-10
Variance	1.185593812
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.04457458938	77	< 0.1%
-0.07518616994	77	< 0.1%
-0.3620473484	62	< 0.1%
-1.02294603	60	< 0.1%
-0.3510751014	53	< 0.1%
-1.0186222	48	< 0.1%
-0.6520966004	45	< 0.1%
-1.57028828	40	< 0.1%
-0.5359027355	39	< 0.1%
-1.090180906	36	< 0.1%
Other values (275653)	284270	99.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-24.58826244	1	< 0.1%
-24.40318497	1	< 0.1%
-23.22825484	1	< 0.1%
-22.18708856	4	< 0.1%
-20.94919155	1	< 0.1%
-19.83614885	1	< 0.1%
-18.91324333	1	< 0.1%
-18.27116817	1	< 0.1%
-17.14151364	1	< 0.1%
-16.74604411	1	< 0.1%

Value	Count	Frequency (%)
23.74513612	1	< 0.1%
15.33174156	1	< 0.1%
15.24568569	1	< 0.1%
15.2360282	1	< 0.1%
13.81175777	1	< 0.1%
13.7273472	1	< 0.1%
13.6444596	1	< 0.1%
13.56015529	1	< 0.1%
13.24943301	1	< 0.1%
13.19822576	1	< 0.1%

v11
Real number (ℝ)

HIGH CORRELATION

Distinct	275663
Distinct (%)	96.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.673326933 × 10^-15

Minimum	-4.797473465
Maximum	12.01891318
Zeros	0
Zeros (%)	0.0%
Negative	145632
Negative (%)	51.1%
Memory size	2.2 MiB

Quantile statistics

Minimum	-4.797473465
5-th percentile	-1.571901245
Q1	-0.7624941955
median	-0.0327573545
Q3	0.7395934073
95-th percentile	1.614032823
Maximum	12.01891318
Range	16.81638665
Interquartile range (IQR)	1.502087603

Descriptive statistics

Standard deviation	1.020713028
Coefficient of variation (CV)	6.099901984 × 10¹⁴
Kurtosis	1.633921258
Mean	1.673326933 × 10^-15
Median Absolute Deviation (MAD)	0.7502944294
Skewness	0.3565058555
Sum	4.765752237 × 10^-10
Variance	1.041855085
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.3567490185	77	< 0.1%
0.0635044576	77	< 0.1%
-0.5895980404	62	< 0.1%
-0.1914229727	60	< 0.1%
0.3296508837	53	< 0.1%
0.8070381067	48	< 0.1%
0.4180026649	45	< 0.1%
3.463017821	40	< 0.1%
0.3328484176	39	< 0.1%
-0.1110879642	36	< 0.1%
Other values (275653)	284270	99.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-4.797473465	1	< 0.1%
-4.682930548	1	< 0.1%
-4.568390246	1	< 0.1%
-4.453852842	1	< 0.1%
-4.339318655	1	< 0.1%
-4.224788057	1	< 0.1%
-4.110261479	2	< 0.1%
-4.049894914	2	< 0.1%
-4.034717859	2	< 0.1%
-4.010267867	2	< 0.1%

Value	Count	Frequency (%)
12.01891318	1	< 0.1%
11.66920474	1	< 0.1%
11.61972348	1	< 0.1%
11.27792073	1	< 0.1%
11.22847028	1	< 0.1%
11.1524906	1	< 0.1%
11.02705909	1	< 0.1%
10.85301165	1	< 0.1%
10.54526295	1	< 0.1%
10.44684681	1	< 0.1%

v12
Real number (ℝ)

HIGH CORRELATION

Distinct	275663
Distinct (%)	96.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-1.259785258 × 10^-15

Minimum	-18.68371463
Maximum	7.848392076
Zeros	0
Zeros (%)	0.0%
Negative	121089
Negative (%)	42.5%
Memory size	2.2 MiB

Quantile statistics

Minimum	-18.68371463
5-th percentile	-1.967162458
Q1	-0.4055714854
median	0.1400325883
Q3	0.6182380329
95-th percentile	1.243053123
Maximum	7.848392076
Range	26.53210671
Interquartile range (IQR)	1.023809518

Descriptive statistics

Standard deviation	0.9992013895
Coefficient of variation (CV)	-7.931521531 × 10¹⁴
Kurtosis	20.24186966
Mean	-1.259785258 × 10^-15
Median Absolute Deviation (MAD)	0.5075571574
Skewness	-2.278400935
Sum	-3.587956598 × 10^-10
Variance	0.9984034168
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.3505635733	77	< 0.1%
-0.07345951735	77	< 0.1%
-0.1747120531	62	< 0.1%
0.6310273415	60	< 0.1%
0.1835081206	53	< 0.1%
-0.3305476278	48	< 0.1%
-0.3224369237	45	< 0.1%
0.5384113631	40	< 0.1%
-0.2683187385	39	< 0.1%
0.07365651502	36	< 0.1%
Other values (275653)	284270	99.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-18.68371463	1	< 0.1%
-18.55369701	1	< 0.1%
-18.43113103	1	< 0.1%
-18.04759657	1	< 0.1%
-17.76914346	1	< 0.1%
-17.63160631	1	< 0.1%
-17.22866224	1	< 0.1%
-17.18291843	2	< 0.1%
-17.15040525	1	< 0.1%
-17.13130095	1	< 0.1%

Value	Count	Frequency (%)
7.848392076	1	< 0.1%
4.846452409	1	< 0.1%
4.574082241	1	< 0.1%
4.472920584	1	< 0.1%
4.406338221	1	< 0.1%
4.403898555	1	< 0.1%
4.31807084	1	< 0.1%
4.317588992	1	< 0.1%
4.299511253	1	< 0.1%
4.293341845	1	< 0.1%

v13
Real number (ℝ)

HIGH CORRELATION

Distinct	275663
Distinct (%)	96.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8.184013702 × 10^-16

Minimum	-5.791881206
Maximum	7.126882959
Zeros	0
Zeros (%)	0.0%
Negative	144123
Negative (%)	50.6%
Memory size	2.2 MiB

Quantile statistics

Minimum	-5.791881206
5-th percentile	-1.639729075
Q1	-0.6485392991
median	-0.01356805679
Q3	0.6625049594
95-th percentile	1.607877206
Maximum	7.126882959
Range	12.91876416
Interquartile range (IQR)	1.311044259

Descriptive statistics

Standard deviation	0.9952742301
Coefficient of variation (CV)	1.216119946 × 10¹⁵
Kurtosis	0.1952997878
Mean	8.184013702 × 10^-16
Median Absolute Deviation (MAD)	0.65530784
Skewness	0.06523345791
Sum	2.33086439 × 10^-10
Variance	0.9905707932
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.1412383222	77	< 0.1%
-0.5177596942	77	< 0.1%
-0.6211270614	62	< 0.1%
0.03190727035	60	< 0.1%
-0.272918545	53	< 0.1%
-0.5314186517	48	< 0.1%
-0.1434691546	45	< 0.1%
-0.3780953845	40	< 0.1%
-0.1276141958	39	< 0.1%
0.04128482958	36	< 0.1%
Other values (275653)	284270	99.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-5.791881206	1	< 0.1%
-4.008639792	1	< 0.1%
-3.961757536	1	< 0.1%
-3.888606286	1	< 0.1%
-3.881106249	1	< 0.1%
-3.848943149	1	< 0.1%
-3.844973612	1	< 0.1%
-3.835617838	1	< 0.1%
-3.816447623	1	< 0.1%
-3.808723988	1	< 0.1%

Value	Count	Frequency (%)
7.126882959	1	< 0.1%
4.569008959	1	< 0.1%
4.469566192	1	< 0.1%
4.465413177	1	< 0.1%
4.369998379	1	< 0.1%
4.316156232	1	< 0.1%
4.262850926	1	< 0.1%
4.099351905	1	< 0.1%
4.044577086	1	< 0.1%
3.951390651	1	< 0.1%

v14
Real number (ℝ)

HIGH CORRELATION

Distinct	275663
Distinct (%)	96.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.206695448 × 10^-15

Minimum	-19.21432549
Maximum	10.52676605
Zeros	0
Zeros (%)	0.0%
Negative	133762
Negative (%)	47.0%
Memory size	2.2 MiB

Quantile statistics

Minimum	-19.21432549
5-th percentile	-1.439351463
Q1	-0.4255740125
median	0.05060131931
Q3	0.4931498492
95-th percentile	1.39365345
Maximum	10.52676605
Range	29.74109154
Interquartile range (IQR)	0.9187238617

Descriptive statistics

Standard deviation	0.9585956113
Coefficient of variation (CV)	7.943973046 × 10¹⁴
Kurtosis	23.87946184
Mean	1.206695448 × 10^-15
Median Absolute Deviation (MAD)	0.4581196726
Skewness	-1.99517584
Sum	3.436753104 × 10^-10
Variance	0.9189055459
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.6909716184	77	< 0.1%
0.4069689344	77	< 0.1%
-0.703512784	62	< 0.1%
-0.03142538126	60	< 0.1%
-0.5974366652	53	< 0.1%
-2.181448825	48	< 0.1%
-1.154524296	45	< 0.1%
-3.04549518	40	< 0.1%
-0.8682999609	39	< 0.1%
0.4255004854	36	< 0.1%
Other values (275653)	284270	99.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-19.21432549	1	< 0.1%
-18.82208674	1	< 0.1%
-18.49377336	1	< 0.1%
-18.3920915	1	< 0.1%
-18.04999769	1	< 0.1%
-17.72163835	1	< 0.1%
-17.62063435	1	< 0.1%
-17.47592128	1	< 0.1%
-17.23020216	1	< 0.1%
-16.33759594	1	< 0.1%

Value	Count	Frequency (%)
10.52676605	1	< 0.1%
7.754598748	1	< 0.1%
7.692208544	1	< 0.1%
7.667725751	1	< 0.1%
7.518402781	1	< 0.1%
7.439565532	1	< 0.1%
7.421943853	1	< 0.1%
7.293225596	1	< 0.1%
7.234248879	1	< 0.1%
7.187926027	1	< 0.1%

v15
Real number (ℝ)

HIGH CORRELATION

Distinct	275663
Distinct (%)	96.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.88745586 × 10^-15

Minimum	-4.498944677
Maximum	8.877741598
Zeros	0
Zeros (%)	0.0%
Negative	136234
Negative (%)	47.8%
Memory size	2.2 MiB

Quantile statistics

Minimum	-4.498944677
5-th percentile	-1.5932001
Q1	-0.5828842792
median	0.04807154976
Q3	0.6488208063
95-th percentile	1.373090362
Maximum	8.877741598
Range	13.37668627
Interquartile range (IQR)	1.231705085

Descriptive statistics

Standard deviation	0.9153160116
Coefficient of variation (CV)	1.872786247 × 10¹⁴
Kurtosis	0.2847690838
Mean	4.88745586 × 10^-15
Median Absolute Deviation (MAD)	0.6154990552
Skewness	-0.3084229821
Sum	1.391981641 × 10^-9
Variance	0.8378034011
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.124146923	77	< 0.1%
1.275257039	77	< 0.1%
0.2719566102	62	< 0.1%
1.446626976	60	< 0.1%
0.5838968103	53	< 0.1%
0.3887240831	48	< 0.1%
1.157633714	45	< 0.1%
1.468911143	40	< 0.1%
1.128538982	39	< 0.1%
1.24527653	36	< 0.1%
Other values (275653)	284270	99.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-4.498944677	1	< 0.1%
-4.391307068	1	< 0.1%
-4.19932125	1	< 0.1%
-4.196619695	1	< 0.1%
-4.15253176	1	< 0.1%
-4.097947131	1	< 0.1%
-4.092344269	1	< 0.1%
-4.025373127	1	< 0.1%
-4.005558002	1	< 0.1%
-3.936008084	1	< 0.1%

Value	Count	Frequency (%)
8.877741598	1	< 0.1%
5.825654319	1	< 0.1%
5.78451389	1	< 0.1%
5.720478632	1	< 0.1%
5.685899052	1	< 0.1%
5.667667171	1	< 0.1%
5.501116596	1	< 0.1%
5.126187082	1	< 0.1%
4.97005728	1	< 0.1%
4.858397949	1	< 0.1%

v16
Real number (ℝ)

HIGH CORRELATION

Distinct	275663
Distinct (%)	96.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.437666058 × 10^-15

Minimum	-14.12985452
Maximum	17.31511152
Zeros	0
Zeros (%)	0.0%
Negative	132552
Negative (%)	46.5%
Memory size	2.2 MiB

Quantile statistics

Minimum	-14.12985452
5-th percentile	-1.491663295
Q1	-0.4680367667
median	0.06641332058
Q3	0.5232963125
95-th percentile	1.325253187
Maximum	17.31511152
Range	31.44496604
Interquartile range (IQR)	0.9913330792

Descriptive statistics

Standard deviation	0.8762528874
Coefficient of variation (CV)	6.094968179 × 10¹⁴
Kurtosis	10.41913132
Mean	1.437666058 × 10^-15
Median Absolute Deviation (MAD)	0.4925978984
Skewness	-1.100966276
Sum	4.094573569 × 10^-10
Variance	0.7678191227
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.371962125	77	< 0.1%
0.3424697541	77	< 0.1%
0.3186880634	62	< 0.1%
-0.1218203786	60	< 0.1%
0.1786758365	53	< 0.1%
0.2320713777	48	< 0.1%
0.8781749178	45	< 0.1%
-0.02974151433	40	< 0.1%
0.7865060537	39	< 0.1%
0.6403675125	36	< 0.1%
Other values (275653)	284270	99.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-14.12985452	1	< 0.1%
-13.56327296	1	< 0.1%
-13.30388758	1	< 0.1%
-13.25683309	1	< 0.1%
-13.25154198	1	< 0.1%
-12.6752689	1	< 0.1%
-12.66169572	2	< 0.1%
-12.44856234	1	< 0.1%
-12.43227914	1	< 0.1%
-12.42796136	1	< 0.1%

Value	Count	Frequency (%)
17.31511152	1	< 0.1%
8.28988956	1	< 0.1%
7.059131811	1	< 0.1%
6.442797901	1	< 0.1%
6.351853498	1	< 0.1%
6.098529451	1	< 0.1%
5.998262879	1	< 0.1%
5.720320216	1	< 0.1%
5.600122947	1	< 0.1%
5.562387814	1	< 0.1%

v17
Real number (ℝ)

HIGH CORRELATION

Distinct	275663
Distinct (%)	96.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-3.701317744 × 10^-16

Minimum	-25.16279937
Maximum	9.25352625
Zeros	0
Zeros (%)	0.0%
Negative	153635
Negative (%)	53.9%
Memory size	2.2 MiB

Quantile statistics

Minimum	-25.16279937
5-th percentile	-0.9830039028
Q1	-0.4837483137
median	-0.06567575381
Q3	0.3996749827
95-th percentile	1.274609117
Maximum	9.25352625
Range	34.41632562
Interquartile range (IQR)	0.8834232964

Descriptive statistics

Standard deviation	0.8493370637
Coefficient of variation (CV)	-2.294688331 × 10¹⁵
Kurtosis	94.7997191
Mean	-3.701317744 × 10^-16
Median Absolute Deviation (MAD)	0.4393124801
Skewness	-3.844914474
Sum	-1.054161203 × 10^-10
Variance	0.7213734477
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.6019568028	77	< 0.1%
-0.3746564401	77	< 0.1%
0.5493651287	62	< 0.1%
-0.651405237	60	< 0.1%
0.4738982783	53	< 0.1%
2.125021883	48	< 0.1%
0.5369175197	45	< 0.1%
3.664588481	40	< 0.1%
0.316435261	39	< 0.1%
-1.072084985	36	< 0.1%
Other values (275653)	284270	99.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-25.16279937	1	< 0.1%
-24.01909855	1	< 0.1%
-23.81563583	1	< 0.1%
-23.24159715	1	< 0.1%
-22.88399858	1	< 0.1%
-22.66790541	1	< 0.1%
-22.60886819	1	< 0.1%
-22.54165173	1	< 0.1%
-21.90649322	1	< 0.1%
-21.71018765	1	< 0.1%

Value	Count	Frequency (%)
9.25352625	1	< 0.1%
9.207058535	1	< 0.1%
8.538195139	1	< 0.1%
7.893392532	1	< 0.1%
7.766636363	1	< 0.1%
7.733456284	1	< 0.1%
7.611861523	1	< 0.1%
7.573522625	1	< 0.1%
7.454784638	1	< 0.1%
7.413594144	1	< 0.1%

v18
Real number (ℝ)

HIGH CORRELATION

Distinct	275663
Distinct (%)	96.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	9.564149167 × 10^-16

Minimum	-9.498745921
Maximum	5.041069185
Zeros	0
Zeros (%)	0.0%
Negative	142942
Negative (%)	50.2%
Memory size	2.2 MiB

Quantile statistics

Minimum	-9.498745921
5-th percentile	-1.358094019
Q1	-0.4988497987
median	-0.003636312355
Q3	0.5008067469
95-th percentile	1.394391803
Maximum	5.041069185
Range	14.53981511
Interquartile range (IQR)	0.9996565456

Descriptive statistics

Standard deviation	0.8381762095
Coefficient of variation (CV)	8.763729997 × 10¹⁴
Kurtosis	2.578340834
Mean	9.564149167 × 10^-16
Median Absolute Deviation (MAD)	0.499126368
Skewness	-0.2598802681
Sum	2.723936632 × 10^-10
Variance	0.7025393582
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.4389924324	77	< 0.1%
-0.05264014626	77	< 0.1%
-0.2577858579	62	< 0.1%
0.6179704765	60	< 0.1%
-0.4988497987	53	< 0.1%
0.4055486736	48	< 0.1%
0.7128730126	45	< 0.1%
-0.1051895888	40	< 0.1%
0.587856253	39	< 0.1%
0.4851104315	36	< 0.1%
Other values (275653)	284270	99.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-9.498745921	1	< 0.1%
-9.335193079	1	< 0.1%
-9.287832214	1	< 0.1%
-9.264608733	1	< 0.1%
-9.170557219	1	< 0.1%
-9.090892061	1	< 0.1%
-9.042845151	1	< 0.1%
-8.859451925	1	< 0.1%
-8.829819766	1	< 0.1%
-8.668815197	1	< 0.1%

Value	Count	Frequency (%)
5.041069185	1	< 0.1%
4.712397566	1	< 0.1%
4.295648234	1	< 0.1%
4.243841213	1	< 0.1%
4.199591107	1	< 0.1%
4.115559919	1	< 0.1%
4.093439956	1	< 0.1%
4.079390035	1	< 0.1%
4.071328562	1	< 0.1%
4.054462468	1	< 0.1%

v19
Real number (ℝ)

HIGH CORRELATION

Distinct	275663
Distinct (%)	96.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.04096443 × 10^-15

Minimum	-7.21352743
Maximum	5.591971427
Zeros	0
Zeros (%)	0.0%
Negative	141804
Negative (%)	49.8%
Memory size	2.2 MiB

Quantile statistics

Minimum	-7.21352743
5-th percentile	-1.356258963
Q1	-0.4562989187
median	0.003734822995
Q3	0.4589493558
95-th percentile	1.286164482
Maximum	5.591971427
Range	12.80549886
Interquartile range (IQR)	0.9152482745

Descriptive statistics

Standard deviation	0.8140405008
Coefficient of variation (CV)	7.820060677 × 10¹⁴
Kurtosis	1.724969781
Mean	1.04096443 × 10^-15
Median Absolute Deviation (MAD)	0.4577082815
Skewness	0.10919176
Sum	2.964739565 × 10^-10
Variance	0.6626619369
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.3305904484	77	< 0.1%
-0.116090785	77	< 0.1%
0.01625612798	62	< 0.1%
0.9276000446	60	< 0.1%
-0.1400986848	53	< 0.1%
-0.4409295119	48	< 0.1%
0.006773555225	45	< 0.1%
-2.097944321	40	< 0.1%
0.04935008318	39	< 0.1%
0.2713148852	36	< 0.1%
Other values (275653)	284270	99.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-7.21352743	1	< 0.1%
-6.938297318	1	< 0.1%
-4.932733055	1	< 0.1%
-4.676092279	1	< 0.1%
-4.619034342	1	< 0.1%
-4.575940864	1	< 0.1%
-4.539839957	1	< 0.1%
-4.42194397	1	< 0.1%
-4.395282985	1	< 0.1%
-4.392420909	1	< 0.1%

Value	Count	Frequency (%)
5.591971427	1	< 0.1%
5.572113327	1	< 0.1%
5.501747214	1	< 0.1%
5.22834179	1	< 0.1%
4.891062441	1	< 0.1%
4.851255137	1	< 0.1%
4.801122553	1	< 0.1%
4.727189814	1	< 0.1%
4.715141671	1	< 0.1%
4.703263246	1	< 0.1%

v20
Real number (ℝ)

HIGH CORRELATION

Distinct	275663
Distinct (%)	96.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6.407201557 × 10^-16

Minimum	-54.49772049
Maximum	39.42090425
Zeros	0
Zeros (%)	0.0%
Negative	169130
Negative (%)	59.4%
Memory size	2.2 MiB

Quantile statistics

Minimum	-54.49772049
5-th percentile	-0.5584348996
Q1	-0.2117213647
median	-0.06248109246
Q3	0.133040841
95-th percentile	0.8361440894
Maximum	39.42090425
Range	93.91862474
Interquartile range (IQR)	0.3447622057

Descriptive statistics

Standard deviation	0.7709250249
Coefficient of variation (CV)	1.20321644 × 10¹⁵
Kurtosis	271.016113
Mean	6.407201557 × 10^-16
Median Absolute Deviation (MAD)	0.1687016739
Skewness	-2.037155299
Sum	1.824815854 × 10^-10
Variance	0.594325394
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.1803701186	77	< 0.1%
-0.1320797243	77	< 0.1%
-0.1874207884	62	< 0.1%
0.005756655419	60	< 0.1%
-0.1207140343	53	< 0.1%
-0.08698932974	48	< 0.1%
0.0536071193	45	< 0.1%
-0.1675554163	40	< 0.1%
0.04521744119	39	< 0.1%
0.1560890111	36	< 0.1%
Other values (275653)	284270	99.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-54.49772049	1	< 0.1%
-28.00963533	1	< 0.1%
-25.22234524	1	< 0.1%
-23.64689033	1	< 0.1%
-23.42017257	1	< 0.1%
-22.8385483	1	< 0.1%
-21.96489828	1	< 0.1%
-21.53382174	1	< 0.1%
-21.38712193	1	< 0.1%
-21.02827171	1	< 0.1%

Value	Count	Frequency (%)
39.42090425	1	< 0.1%
38.11720913	1	< 0.1%
26.23739079	1	< 0.1%
24.13389419	1	< 0.1%
23.64909457	1	< 0.1%
23.64341694	1	< 0.1%
19.74645308	1	< 0.1%
17.8852382	1	< 0.1%
17.81950743	1	< 0.1%
17.2818589	1	< 0.1%

v21
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	275663
Distinct (%)	96.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.659056552 × 10^-16

Minimum	-34.83038214
Maximum	27.20283916
Zeros	0
Zeros (%)	0.0%
Negative	153196
Negative (%)	53.8%
Memory size	2.2 MiB

Quantile statistics

Minimum	-34.83038214
5-th percentile	-0.5046735037
Q1	-0.2283949468
median	-0.0294501677
Q3	0.1863772034
95-th percentile	0.5378677106
Maximum	27.20283916
Range	62.0332213
Interquartile range (IQR)	0.4147721502

Descriptive statistics

Standard deviation	0.7345240144
Coefficient of variation (CV)	4.427359716 × 10¹⁵
Kurtosis	207.2870404
Mean	1.659056552 × 10^-16
Median Absolute Deviation (MAD)	0.2063824688
Skewness	3.592991193
Sum	4.725109193 × 10^-11
Variance	0.5395255277
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.262580846	77	< 0.1%
0.2697649514	77	< 0.1%
-0.3611580366	62	< 0.1%
-0.06420828148	60	< 0.1%
-0.3523338005	53	< 0.1%
-0.06721666134	48	< 0.1%
-0.2074324045	45	< 0.1%
-0.04023759275	40	< 0.1%
-0.1918199828	39	< 0.1%
-0.3133074454	36	< 0.1%
Other values (275653)	284270	99.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-34.83038214	1	< 0.1%
-22.88934704	1	< 0.1%
-22.79760391	1	< 0.1%
-22.75753986	1	< 0.1%
-22.6656846	1	< 0.1%
-21.62011965	1	< 0.1%
-21.45373628	1	< 0.1%
-20.26205434	1	< 0.1%
-18.63291855	1	< 0.1%
-18.6030882	1	< 0.1%

Value	Count	Frequency (%)
27.20283916	6	< 0.1%
22.61488937	1	< 0.1%
22.59954336	1	< 0.1%
22.58898947	1	< 0.1%
22.58067527	1	< 0.1%
22.57971423	1	< 0.1%
22.56568024	1	< 0.1%
21.89972377	1	< 0.1%
20.0637858	1	< 0.1%
19.33082993	1	< 0.1%

v22
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	275663
Distinct (%)	96.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-3.44085834 × 10^-16

Minimum	-10.9331437
Maximum	10.50309009
Zeros	0
Zeros (%)	0.0%
Negative	141402
Negative (%)	49.6%
Memory size	2.2 MiB

Quantile statistics

Minimum	-10.9331437
5-th percentile	-1.081892184
Q1	-0.5423503727
median	0.006781942528
Q3	0.5285536353
95-th percentile	1.128987321
Maximum	10.50309009
Range	21.43623379
Interquartile range (IQR)	1.070904008

Descriptive statistics

Standard deviation	0.7257015604
Coefficient of variation (CV)	-2.10907131 × 10¹⁵
Kurtosis	2.832966516
Mean	-3.44085834 × 10^-16
Median Absolute Deviation (MAD)	0.5364936905
Skewness	-0.2132576228
Sum	-9.799805412 × 10^-11
Variance	0.5266427548
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.8162637632	77	< 0.1%
0.8446266468	77	< 0.1%
-0.9842619492	62	< 0.1%
-0.08058707745	60	< 0.1%
-0.9969367748	53	< 0.1%
-0.07264159949	48	< 0.1%
-0.6924166842	45	< 0.1%
0.09617157396	40	< 0.1%
-0.6501177955	39	< 0.1%
0.2508856951	36	< 0.1%
Other values (275653)	284270	99.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-10.9331437	1	< 0.1%
-9.499422964	1	< 0.1%
-8.887017141	6	< 0.1%
-8.593641565	1	< 0.1%
-8.55580793	1	< 0.1%
-8.527144872	1	< 0.1%
-8.483441127	1	< 0.1%
-8.454599243	1	< 0.1%
-8.420245605	1	< 0.1%
-8.245481399	1	< 0.1%

Value	Count	Frequency (%)
10.50309009	1	< 0.1%
8.361985192	1	< 0.1%
8.316275439	1	< 0.1%
8.272232984	1	< 0.1%
7.357255162	1	< 0.1%
7.248762607	1	< 0.1%
7.220157654	1	< 0.1%
7.057496403	1	< 0.1%
6.790452189	1	< 0.1%
6.090513506	1	< 0.1%

v23
Real number (ℝ)

HIGH CORRELATION

Distinct	275663
Distinct (%)	96.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.610581617 × 10^-16

Minimum	-44.8077352
Maximum	22.52841169
Zeros	0
Zeros (%)	0.0%
Negative	148400
Negative (%)	52.1%
Memory size	2.2 MiB

Quantile statistics

Minimum	-44.8077352
5-th percentile	-0.4722464465
Q1	-0.161846345
median	-0.0111929303
Q3	0.1476420639
95-th percentile	0.4880159684
Maximum	22.52841169
Range	67.33614689
Interquartile range (IQR)	0.3094884089

Descriptive statistics

Standard deviation	0.6244602956
Coefficient of variation (CV)	2.392035137 × 10¹⁵
Kurtosis	440.0886587
Mean	2.610581617 × 10^-16
Median Absolute Deviation (MAD)	0.1544930816
Skewness	-5.87514034
Sum	7.435119187 × 10^-11
Variance	0.3899506608
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.140304302	77	< 0.1%
0.02067466769	77	< 0.1%
0.3541980943	62	< 0.1%
-0.07299107927	60	< 0.1%
0.363484906	53	< 0.1%
-0.03658428268	48	< 0.1%
-0.1185975116	45	< 0.1%
-0.09254896958	40	< 0.1%
-0.1140694638	39	< 0.1%
0.103796606	36	< 0.1%
Other values (275653)	284270	99.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-44.8077352	1	< 0.1%
-36.66600007	1	< 0.1%
-32.828995	1	< 0.1%
-30.26972001	1	< 0.1%
-27.53364329	1	< 0.1%
-27.21543637	1	< 0.1%
-26.75111866	1	< 0.1%
-26.42974136	1	< 0.1%
-25.35674425	1	< 0.1%
-23.22201631	1	< 0.1%

Value	Count	Frequency (%)
22.52841169	1	< 0.1%
22.08354487	1	< 0.1%
20.8033441	1	< 0.1%
19.22816908	1	< 0.1%
19.00294182	1	< 0.1%
18.94673404	1	< 0.1%
18.36447227	1	< 0.1%
17.7684618	1	< 0.1%
17.75173056	1	< 0.1%
17.60663686	1	< 0.1%

v24
Real number (ℝ)

Distinct	275663
Distinct (%)	96.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.471469259 × 10^-15

Minimum	-2.836626919
Maximum	4.584549137
Zeros	0
Zeros (%)	0.0%
Negative	127732
Negative (%)	44.8%
Memory size	2.2 MiB

Quantile statistics

Minimum	-2.836626919
5-th percentile	-1.143662292
Q1	-0.3545861364
median	0.04097605606
Q3	0.4395266002
95-th percentile	0.8663576267
Maximum	4.584549137
Range	7.421176056
Interquartile range (IQR)	0.7941127366

Descriptive statistics

Standard deviation	0.6056470678
Coefficient of variation (CV)	1.354469935 × 10¹⁴
Kurtosis	0.6188708
Mean	4.471469259 × 10^-15
Median Absolute Deviation (MAD)	0.3971389516
Skewness	-0.5524993012
Sum	1.273505745 × 10^-9
Variance	0.3668083708
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.7262118838	77	< 0.1%
0.3578272493	77	< 0.1%
0.6207093385	62	< 0.1%
1.01813597	60	< 0.1%
0.6048265698	53	< 0.1%
0.5296927676	48	< 0.1%
0.8914796679	45	< 0.1%
-1.345663706	40	< 0.1%
0.9159355995	39	< 0.1%
1.00995228	36	< 0.1%
Other values (275653)	284270	99.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-2.836626919	1	< 0.1%
-2.824848903	1	< 0.1%
-2.822683592	1	< 0.1%
-2.822383969	1	< 0.1%
-2.814897636	1	< 0.1%
-2.807896962	1	< 0.1%
-2.790479323	1	< 0.1%
-2.78961381	1	< 0.1%
-2.776600389	1	< 0.1%
-2.775669771	1	< 0.1%

Value	Count	Frequency (%)
4.584549137	1	< 0.1%
4.02286589	1	< 0.1%
4.016341817	1	< 0.1%
4.014444385	1	< 0.1%
3.998293678	1	< 0.1%
3.99064595	1	< 0.1%
3.979636646	1	< 0.1%
3.962197343	1	< 0.1%
3.957012821	1	< 0.1%
3.951679291	1	< 0.1%

v25
Real number (ℝ)

HIGH CORRELATION

Distinct	275663
Distinct (%)	96.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.340914685 × 10^-16

Minimum	-10.29539707
Maximum	7.519588679
Zeros	0
Zeros (%)	0.0%
Negative	139302
Negative (%)	48.9%
Memory size	2.2 MiB

Quantile statistics

Minimum	-10.29539707
5-th percentile	-0.8250263713
Q1	-0.3171450541
median	0.01659350164
Q3	0.3507155629
95-th percentile	0.7606985796
Maximum	7.519588679
Range	17.81498575
Interquartile range (IQR)	0.6678606169

Descriptive statistics

Standard deviation	0.5212780705
Coefficient of variation (CV)	9.760089821 × 10¹⁴
Kurtosis	4.290412283
Mean	5.340914685 × 10^-16
Median Absolute Deviation (MAD)	0.3339634014
Skewness	-0.4157925903
Sum	1.521129889 × 10^-10
Variance	0.2717308268
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.366624307	77	< 0.1%
0.1864229457	77	< 0.1%
-0.2971378761	62	< 0.1%
0.6635747725	60	< 0.1%
-0.2645595863	53	< 0.1%
0.414685142	48	< 0.1%
0.7302403643	45	< 0.1%
0.5103049571	40	< 0.1%
0.7300730401	39	< 0.1%
0.3693981601	36	< 0.1%
Other values (275653)	284270	99.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-10.29539707	1	< 0.1%
-8.69662677	1	< 0.1%
-7.495741104	1	< 0.1%
-7.081325346	1	< 0.1%
-7.025783182	1	< 0.1%
-6.712623728	1	< 0.1%
-6.429333989	1	< 0.1%
-6.035054268	1	< 0.1%
-5.7852551	1	< 0.1%
-5.785209207	1	< 0.1%

Value	Count	Frequency (%)
7.519588679	1	< 0.1%
6.070850384	1	< 0.1%
5.852483571	1	< 0.1%
5.826159035	1	< 0.1%
5.541597595	1	< 0.1%
5.525092704	1	< 0.1%
5.521139565	1	< 0.1%
5.473885357	1	< 0.1%
5.376594958	1	< 0.1%
4.881207473	1	< 0.1%

v26
Real number (ℝ)

HIGH CORRELATION

Distinct	275663
Distinct (%)	96.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.683749051 × 10^-15

Minimum	-2.604550553
Maximum	3.517345612
Zeros	0
Zeros (%)	0.0%
Negative	151720
Negative (%)	53.3%
Memory size	2.2 MiB

Quantile statistics

Minimum	-2.604550553
5-th percentile	-0.6973482579
Q1	-0.3269839259
median	-0.05213910802
Q3	0.2409521737
95-th percentile	0.9209154332
Maximum	3.517345612
Range	6.121896164
Interquartile range (IQR)	0.5679360996

Descriptive statistics

Standard deviation	0.4822270133
Coefficient of variation (CV)	2.864007632 × 10¹⁴
Kurtosis	0.9190057709
Mean	1.683749051 × 10^-15
Median Absolute Deviation (MAD)	0.2804479981
Skewness	0.5766926172
Sum	4.79543516 × 10^-10
Variance	0.2325428923
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.09654447079	77	< 0.1%
-0.398827515	77	< 0.1%
0.1667356343	62	< 0.1%
-0.6713228443	60	< 0.1%
0.2196706474	53	< 0.1%
0.7358696518	48	< 0.1%
0.3840134458	45	< 0.1%
-0.1826735225	40	< 0.1%
0.3838794176	39	< 0.1%
0.1103735486	36	< 0.1%
Other values (275653)	284270	99.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-2.604550553	1	< 0.1%
-2.534329721	1	< 0.1%
-2.24162029	1	< 0.1%
-2.068560869	1	< 0.1%
-1.855355338	1	< 0.1%
-1.778061476	1	< 0.1%
-1.77357484	1	< 0.1%
-1.732917021	1	< 0.1%
-1.73200827	1	< 0.1%
-1.726927874	1	< 0.1%

Value	Count	Frequency (%)
3.517345612	1	< 0.1%
3.463245654	1	< 0.1%
3.415636243	1	< 0.1%
3.220178375	1	< 0.1%
3.155327473	1	< 0.1%
3.122747439	1	< 0.1%
3.119294529	1	< 0.1%
3.118588477	1	< 0.1%
3.116200102	1	< 0.1%
3.087444274	1	< 0.1%

v27
Real number (ℝ)

HIGH CORRELATION

Distinct	275663
Distinct (%)	96.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-3.654477463 × 10^-16

Minimum	-22.56567932
Maximum	31.61219811
Zeros	0
Zeros (%)	0.0%
Negative	141004
Negative (%)	49.5%
Memory size	2.2 MiB

Quantile statistics

Minimum	-22.56567932
5-th percentile	-0.4152459591
Q1	-0.0708395293
median	0.001342145979
Q3	0.09104511969
95-th percentile	0.387746157
Maximum	31.61219811
Range	54.17787743
Interquartile range (IQR)	0.161884649

Descriptive statistics

Standard deviation	0.403632495
Coefficient of variation (CV)	-1.104487575 × 10¹⁵
Kurtosis	244.9892406
Mean	-3.654477463 × 10^-16
Median Absolute Deviation (MAD)	0.07826081248
Skewness	-1.170208942
Sum	-1.040820763 × 10^-10
Variance	0.162919191
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.02773512151	77	< 0.1%
-0.03586631529	77	< 0.1%
-0.06829900993	62	< 0.1%
0.09680094523	60	< 0.1%
-0.03920945159	53	< 0.1%
-0.05823276765	48	< 0.1%
-0.02846527247	45	< 0.1%
0.1070583025	40	< 0.1%
-0.03190230409	39	< 0.1%
0.2413052126	36	< 0.1%
Other values (275653)	284270	99.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-22.56567932	1	< 0.1%
-9.895244048	1	< 0.1%
-9.845807693	1	< 0.1%
-9.793567905	1	< 0.1%
-9.544855375	1	< 0.1%
-9.543518336	1	< 0.1%
-9.390979796	1	< 0.1%
-8.878665148	2	< 0.1%
-8.839765802	2	< 0.1%
-8.703067823	1	< 0.1%

Value	Count	Frequency (%)
31.61219811	1	< 0.1%
12.15240111	1	< 0.1%
11.13573984	1	< 0.1%
10.50788435	1	< 0.1%
10.13559735	1	< 0.1%
9.879903026	1	< 0.1%
9.200882567	1	< 0.1%
8.932638749	1	< 0.1%
8.70897234	1	< 0.1%
8.254375597	1	< 0.1%

v28
Real number (ℝ)

HIGH CORRELATION

Distinct	275663
Distinct (%)	96.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-1.221340052 × 10^-16

Minimum	-15.43008391
Maximum	33.84780782
Zeros	0
Zeros (%)	0.0%
Negative	125888
Negative (%)	44.2%
Memory size	2.2 MiB

Quantile statistics

Minimum	-15.43008391
5-th percentile	-0.3178431605
Q1	-0.05295979302
median	0.01124383156
Q3	0.07827995476
95-th percentile	0.2560897065
Maximum	33.84780782
Range	49.27789172
Interquartile range (IQR)	0.1312397478

Descriptive statistics

Standard deviation	0.3300832642
Coefficient of variation (CV)	-2.702631945 × 10¹⁵
Kurtosis	933.3975021
Mean	-1.221340052 × 10^-16
Median Absolute Deviation (MAD)	0.06516568959
Skewness	11.19209119
Sum	-3.478461963 × 10^-11
Variance	0.1089549613
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.01849457297	77	< 0.1%
-0.06028215108	77	< 0.1%
-0.02958470284	62	< 0.1%
0.02869687829	60	< 0.1%
-0.0427869554	53	< 0.1%
-0.02665761951	48	< 0.1%
0.03612330941	45	< 0.1%
0.07181800295	40	< 0.1%
0.0298493414	39	< 0.1%
-0.02035863786	36	< 0.1%
Other values (275653)	284270	99.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-15.43008391	1	< 0.1%
-11.71089564	1	< 0.1%
-9.617915452	1	< 0.1%
-8.6565699	1	< 0.1%
-8.478685643	1	< 0.1%
-8.464609243	1	< 0.1%
-8.424041001	1	< 0.1%
-8.412266628	1	< 0.1%
-8.364853332	1	< 0.1%
-8.33812262	1	< 0.1%

Value	Count	Frequency (%)
33.84780782	1	< 0.1%
22.62007222	1	< 0.1%
16.12960914	1	< 0.1%
15.94215098	1	< 0.1%
15.87047405	1	< 0.1%
15.86672079	1	< 0.1%
15.7696356	1	< 0.1%
15.7268066	1	< 0.1%
15.64913396	1	< 0.1%
15.63268866	1	< 0.1%

amount
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	32767
Distinct (%)	11.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	88.34961925

Minimum	0
Maximum	25691.16
Zeros	1825
Zeros (%)	0.6%
Negative	0
Negative (%)	0.0%
Memory size	2.2 MiB

Quantile statistics

Minimum	0
5-th percentile	0.92
Q1	5.6
median	22
Q3	77.165
95-th percentile	365
Maximum	25691.16
Range	25691.16
Interquartile range (IQR)	71.565

Descriptive statistics

Standard deviation	250.1201092
Coefficient of variation (CV)	2.831026453
Kurtosis	845.0926455
Mean	88.34961925
Median Absolute Deviation (MAD)	20.22
Skewness	16.97772445
Sum	25162590.01
Variance	62560.06905
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	13688	4.8%
1.98	6044	2.1%
0.89	4872	1.7%
9.99	4747	1.7%
15	3280	1.2%
0.76	2998	1.1%
10	2950	1.0%
1.29	2892	1.0%
1.79	2623	0.9%
0.99	2304	0.8%
Other values (32757)	238409	83.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1825	0.6%
0.01	718	0.3%
0.02	85	< 0.1%
0.03	3	< 0.1%
0.04	11	< 0.1%
0.05	44	< 0.1%
0.06	3	< 0.1%
0.07	11	< 0.1%
0.08	10	< 0.1%
0.09	2	< 0.1%

Value	Count	Frequency (%)
25691.16	1	< 0.1%
19656.53	1	< 0.1%
18910	1	< 0.1%
12910.93	1	< 0.1%
11898.09	1	< 0.1%
11789.84	1	< 0.1%
10199.44	1	< 0.1%
10000	1	< 0.1%
8790.26	1	< 0.1%
8787	1	< 0.1%

class
Categorical

HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	2.2 MiB

0.0	284315
1.0	492

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	854421
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	0.0
3rd row	0.0
4th row	0.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
0.0	284315	99.8%
1.0	492	0.2%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
0.0	284315	99.8%
1.0	492	0.2%

Most occurring characters

Value	Count	Frequency (%)
0	569122	66.6%
.	284807	33.3%
1	492	0.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	569614	66.7%
Other Punctuation	284807	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	569122	99.9%
1	492	0.1%

Other Punctuation

Value	Count	Frequency (%)
.	284807	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	854421	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	569122	66.6%
.	284807	33.3%
1	492	0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	854421	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	569122	66.6%
.	284807	33.3%
1	492	0.1%

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows

	time	v1	v2	v3	v4	v5	v6	v7	v8	v9	v10	v11	v12	v13	v14	v15	v16	v17	v18	v19	v20	v21	v22	v23	v24	v25	v26	v27	v28	amount
0	0.0	-1.359807	-0.072781	2.536347	1.378155	-0.338321	0.462388	0.239599	0.098698	0.363787	0.090794	-0.551600	-0.617801	-0.991390	-0.311169	1.468177	-0.470401	0.207971	0.025791	0.403993	0.251412	-0.018307	0.277838	-0.110474	0.066928	0.128539	-0.189115	0.133558	-0.021053	149.62
1	0.0	1.191857	0.266151	0.166480	0.448154	0.060018	-0.082361	-0.078803	0.085102	-0.255425	-0.166974	1.612727	1.065235	0.489095	-0.143772	0.635558	0.463917	-0.114805	-0.183361	-0.145783	-0.069083	-0.225775	-0.638672	0.101288	-0.339846	0.167170	0.125895	-0.008983	0.014724	2.69
2	1.0	-1.358354	-1.340163	1.773209	0.379780	-0.503198	1.800499	0.791461	0.247676	-1.514654	0.207643	0.624501	0.066084	0.717293	-0.165946	2.345865	-2.890083	1.109969	-0.121359	-2.261857	0.524980	0.247998	0.771679	0.909412	-0.689281	-0.327642	-0.139097	-0.055353	-0.059752	378.66
3	1.0	-0.966272	-0.185226	1.792993	-0.863291	-0.010309	1.247203	0.237609	0.377436	-1.387024	-0.054952	-0.226487	0.178228	0.507757	-0.287924	-0.631418	-1.059647	-0.684093	1.965775	-1.232622	-0.208038	-0.108300	0.005274	-0.190321	-1.175575	0.647376	-0.221929	0.062723	0.061458	123.50
4	2.0	-1.158233	0.877737	1.548718	0.403034	-0.407193	0.095921	0.592941	-0.270533	0.817739	0.753074	-0.822843	0.538196	1.345852	-1.119670	0.175121	-0.451449	-0.237033	-0.038195	0.803487	0.408542	-0.009431	0.798278	-0.137458	0.141267	-0.206010	0.502292	0.219422	0.215153	69.99
5	2.0	-0.425966	0.960523	1.141109	-0.168252	0.420987	-0.029728	0.476201	0.260314	-0.568671	-0.371407	1.341262	0.359894	-0.358091	-0.137134	0.517617	0.401726	-0.058133	0.068653	-0.033194	0.084968	-0.208254	-0.559825	-0.026398	-0.371427	-0.232794	0.105915	0.253844	0.081080	3.67
6	4.0	1.229658	0.141004	0.045371	1.202613	0.191881	0.272708	-0.005159	0.081213	0.464960	-0.099254	-1.416907	-0.153826	-0.751063	0.167372	0.050144	-0.443587	0.002821	-0.611987	-0.045575	-0.219633	-0.167716	-0.270710	-0.154104	-0.780055	0.750137	-0.257237	0.034507	0.005168	4.99
7	7.0	-0.644269	1.417964	1.074380	-0.492199	0.948934	0.428118	1.120631	-3.807864	0.615375	1.249376	-0.619468	0.291474	1.757964	-1.323865	0.686133	-0.076127	-1.222127	-0.358222	0.324505	-0.156742	1.943465	-1.015455	0.057504	-0.649709	-0.415267	-0.051634	-1.206921	-1.085339	40.80
8	7.0	-0.894286	0.286157	-0.113192	-0.271526	2.669599	3.721818	0.370145	0.851084	-0.392048	-0.410430	-0.705117	-0.110452	-0.286254	0.074355	-0.328783	-0.210077	-0.499768	0.118765	0.570328	0.052736	-0.073425	-0.268092	-0.204233	1.011592	0.373205	-0.384157	0.011747	0.142404	93.20
9	9.0	-0.338262	1.119593	1.044367	-0.222187	0.499361	-0.246761	0.651583	0.069539	-0.736727	-0.366846	1.017614	0.836390	1.006844	-0.443523	0.150219	0.739453	-0.540980	0.476677	0.451773	0.203711	-0.246914	-0.633753	-0.120794	-0.385050	-0.069733	0.094199	0.246219	0.083076	3.68

Last rows

	time	v1	v2	v3	v4	v5	v6	v7	v8	v9	v10	v11	v12	v13	v14	v15	v16	v17	v18	v19	v20	v21	v22	v23	v24	v25	v26	v27	v28	amount
284797	172782.0	-0.241923	0.712247	0.399806	-0.463406	0.244531	-1.343668	0.929369	-0.206210	0.106234	-0.284708	-0.612982	-0.066655	-0.732987	0.237948	-0.293959	-0.245496	-0.174846	-0.891169	-0.290491	-0.139512	-0.228876	-0.514376	0.279598	0.371441	-0.559238	0.113144	0.131507	0.081265	5.49
284798	172782.0	0.219529	0.881246	-0.635891	0.960928	-0.152971	-1.014307	0.427126	0.121340	-0.285670	-0.111640	-1.109232	-0.453235	-1.046946	1.122674	1.243518	-1.431897	0.939328	-0.002373	2.894952	0.006666	0.099936	0.337120	0.251791	0.057688	-1.508368	0.144023	0.181205	0.215243	24.05
284799	172783.0	-1.775135	-0.004235	1.189786	0.331096	1.196063	5.519980	-1.518185	2.080825	1.159498	-0.594242	-1.264072	0.453596	-0.243142	-0.858719	-0.766554	-0.644646	0.447184	0.388721	0.792135	0.348176	0.103302	0.654850	-0.348929	0.745323	0.704545	-0.127579	0.454379	0.130308	79.99
284800	172784.0	2.039560	-0.175233	-1.196825	0.234580	-0.008713	-0.726571	0.017050	-0.118228	0.435402	0.267772	0.523316	0.559047	-0.834660	0.626211	-0.541494	0.225361	-0.605252	-0.163049	0.561695	-0.256922	-0.268048	-0.717211	0.297930	-0.359769	-0.315610	0.201114	-0.080826	-0.075071	2.68
284801	172785.0	0.120316	0.931005	-0.546012	-0.745097	1.130314	-0.235973	0.812722	0.115093	-0.204064	-0.657422	0.644837	0.190916	-0.546329	-0.731707	-0.808036	0.599628	0.070441	0.373110	0.128904	0.000676	-0.314205	-0.808520	0.050343	0.102800	-0.435870	0.124079	0.217940	0.068803	2.69
284802	172786.0	-11.881118	10.071785	-9.834783	-2.066656	-5.364473	-2.606837	-4.918215	7.305334	1.914428	4.356170	-1.593105	2.711941	-0.689256	4.626942	-0.924459	1.107641	1.991691	0.510632	-0.682920	1.475829	0.213454	0.111864	1.014480	-0.509348	1.436807	0.250034	0.943651	0.823731	0.77
284803	172787.0	-0.732789	-0.055080	2.035030	-0.738589	0.868229	1.058415	0.024330	0.294869	0.584800	-0.975926	-0.150189	0.915802	1.214756	-0.675143	1.164931	-0.711757	-0.025693	-1.221179	-1.545556	0.059616	0.214205	0.924384	0.012463	-1.016226	-0.606624	-0.395255	0.068472	-0.053527	24.79
284804	172788.0	1.919565	-0.301254	-3.249640	-0.557828	2.630515	3.031260	-0.296827	0.708417	0.432454	-0.484782	0.411614	0.063119	-0.183699	-0.510602	1.329284	0.140716	0.313502	0.395652	-0.577252	0.001396	0.232045	0.578229	-0.037501	0.640134	0.265745	-0.087371	0.004455	-0.026561	67.88
284805	172788.0	-0.240440	0.530483	0.702510	0.689799	-0.377961	0.623708	-0.686180	0.679145	0.392087	-0.399126	-1.933849	-0.962886	-1.042082	0.449624	1.962563	-0.608577	0.509928	1.113981	2.897849	0.127434	0.265245	0.800049	-0.163298	0.123205	-0.569159	0.546668	0.108821	0.104533	10.00
284806	172792.0	-0.533413	-0.189733	0.703337	-0.506271	-0.012546	-0.649617	1.577006	-0.414650	0.486180	-0.915427	-1.040458	-0.031513	-0.188093	-0.084316	0.041333	-0.302620	-0.660377	0.167430	-0.256117	0.382948	0.261057	0.643078	0.376777	0.008797	-0.473649	-0.818267	-0.002415	0.013649	217.00

Most frequently occurring

	time	v1	v2	v3	v4	v5	v6	v7	v8	v9	v10	v11	v12	v13	v14	v15	v16	v17	v18	v19	v20	v21	v22	v23	v24	v25	v26	v27	v28	amount	class	# duplicates
723	163152.0	-1.203617	1.574009	2.889277	3.381404	1.538663	3.698747	0.560211	-0.150911	0.124136	4.220998	1.384569	-0.706897	-0.256274	-1.562583	1.692915	-0.787338	-0.226776	-0.412354	0.234322	1.385597	-0.366727	0.522223	-0.357329	-0.870174	-0.134166	0.327019	-0.042648	-0.855262	1.51	0.0	18
724	163152.0	-1.196037	1.585949	2.883976	3.378471	1.511706	3.717077	0.585362	-0.156001	0.122648	4.217934	1.385525	-0.709405	-0.256168	-1.564352	1.693218	-0.785210	-0.228008	-0.412833	0.234834	1.375790	-0.370294	0.524395	-0.355170	-0.869790	-0.133198	0.327804	-0.035702	-0.858197	7.56	0.0	18
146	43153.0	-2.086016	2.203265	1.654339	2.941050	-1.683045	0.529728	-1.352162	1.793449	-0.723686	0.600365	-0.982212	-0.551636	-1.337000	0.834403	1.251862	0.033455	1.067978	0.160510	0.213087	0.079002	0.216444	0.567241	-0.035345	0.370201	0.157378	0.440341	0.210230	0.090558	0.76	0.0	9
766	170731.0	2.033492	0.766969	-2.107555	3.631952	1.348594	-0.499907	0.945159	-0.286392	-1.370581	1.653073	-1.600434	-1.510901	-2.143280	1.189850	-0.875588	0.175808	-0.419433	-0.464717	-1.414528	-0.430560	0.241894	0.658545	-0.102644	0.580535	0.643637	0.347240	-0.116618	-0.078601	0.76	0.0	9
281	68207.0	-13.192671	12.785971	-9.906650	3.320337	-4.801176	5.760059	-18.750889	-37.353443	-0.391540	-5.052502	4.406806	-4.610756	-1.909488	-9.072711	-0.226074	-6.211557	-6.248145	-3.149247	0.051576	-3.493050	27.202839	-8.887017	5.303607	-0.639435	0.263203	-0.108877	1.269566	0.939407	1.00	1.0	6
250	64947.0	-6.378440	3.293830	1.730572	-1.586493	0.203319	0.213103	2.941403	-3.415646	7.938980	11.519106	3.022639	-0.778760	-1.140137	-5.798989	0.405939	-1.725896	-2.374682	-0.528987	-0.100571	2.954298	-1.610576	0.385227	-0.366595	0.479819	0.153885	-0.536129	-4.795220	-3.693525	5.96	0.0	5
251	64947.0	-6.373391	3.301783	1.727041	-1.588447	0.185362	0.225313	2.958156	-3.419036	7.937988	11.517065	3.023275	-0.780431	-1.140067	-5.800167	0.406141	-1.724479	-2.375503	-0.529306	-0.100230	2.947765	-1.612952	0.386673	-0.365157	0.480075	0.154530	-0.535606	-4.790593	-3.695480	9.99	0.0	5
252	64947.0	-6.370459	3.306401	1.724991	-1.589581	0.174936	0.232403	2.967884	-3.421005	7.937413	11.515880	3.023644	-0.781401	-1.140026	-5.800852	0.406259	-1.723657	-2.375979	-0.529492	-0.100033	2.943972	-1.614332	0.387513	-0.364322	0.480224	0.154904	-0.535302	-4.787907	-3.696616	12.33	0.0	5
253	64947.0	-6.342969	3.349697	1.705767	-1.600219	0.077178	0.298877	3.059092	-3.439462	7.932015	11.504768	3.027109	-0.790496	-1.139641	-5.807267	0.407360	-1.715942	-2.380449	-0.531228	-0.098178	2.908407	-1.627268	0.395387	-0.356491	0.481618	0.158414	-0.532454	-4.762716	-3.707261	34.27	0.0	5
254	64947.0	-6.327870	3.373477	1.695209	-1.606061	0.023487	0.335386	3.109186	-3.449599	7.929051	11.498665	3.029011	-0.795491	-1.139430	-5.810791	0.407965	-1.711705	-2.382903	-0.532182	-0.097159	2.888874	-1.634373	0.399711	-0.352190	0.482383	0.160342	-0.530889	-4.748881	-3.713108	46.32	0.0	5

Overview

Variables

Common Values

Length

Pie chart

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Missing values

Sample

First rows

Last rows

Duplicate rows

Most frequently occurring